Product initiatives with continuous execution and operation

Opportunity

Generic assistants forget context between conversations and rarely carry out real day-to-day operational tasks.

Product logic

A multimodal AI assistant with long-term memory and hybrid RAG, able to retrieve knowledge and automate operational routines.

Role and operation

Concept, architecture and end-to-end implementation in NestJS, with PostgreSQL/pgvector, Redis, BullMQ and Docker for memory, semantic search and asynchronous processing.

An authored project in continuous evolution, used as a practical base to explore AI applied to product and operations.

Opportunity

Learning languages consistently is still hard for most people, even with so many tools available.

Product logic

Combine active practice, short cycles and intelligent support to turn occasional study into a habit.

Role and operation

Product concept, technical architecture and end-to-end implementation, from the user journey to the backend.

Evolving through short improvement cycles, with experience adjustments and production support.

Opportunity

Companies need custom software and AI automation, but rarely find someone who can stand behind the technical decision as well as the execution. And much of what gets built leaves out people who run into access barriers.

Product logic

A house with two lines of work: Includlab, which delivers applied AI, automation and custom development; and Includtech, which treats inclusion through technology as a product criterion, not a layer added at the end.

Role and operation

Technical direction of both lines: defining the offering, architecting the solutions and leading implementation together with the client.

Ongoing operation, with delivery cycles run case by case and a technical repertoire shared between the two lines.